{"id":9244,"date":"2024-07-27T01:04:01","date_gmt":"2024-07-26T17:04:01","guid":{"rendered":"https:\/\/www.taki.com.tw\/blog\/?p=9244"},"modified":"2025-02-20T21:49:24","modified_gmt":"2025-02-20T13:49:24","slug":"%e8%aa%9e%e8%a8%80%e6%a8%a1%e5%9e%8b-language-model-%e6%98%af%e4%bb%80%e9%ba%bc","status":"publish","type":"post","link":"https:\/\/www.taki.com.tw\/blog\/%e8%aa%9e%e8%a8%80%e6%a8%a1%e5%9e%8b-language-model-%e6%98%af%e4%bb%80%e9%ba%bc\/","title":{"rendered":"\u8a9e\u8a00\u6a21\u578b\uff08language model\uff09\u662f\u4ec0\u9ebc"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"9244\" class=\"elementor elementor-9244\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e43e167 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"e43e167\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-40cce52\" data-id=\"40cce52\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-54b1eec elementor-toc--minimized-on-tablet elementor-widget elementor-widget-table-of-contents\" data-id=\"54b1eec\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;headings_by_tags&quot;:[&quot;h2&quot;,&quot;h3&quot;],&quot;exclude_headings_by_selector&quot;:[],&quot;marker_view&quot;:&quot;bullets&quot;,&quot;no_headings_message&quot;:&quot;\\u5728\\u6b64\\u9801\\u9762\\u4e0a\\u627e\\u4e0d\\u5230\\u6a19\\u984c\\u3002&quot;,&quot;icon&quot;:{&quot;value&quot;:&quot;fas fa-circle&quot;,&quot;library&quot;:&quot;fa-solid&quot;},&quot;minimize_box&quot;:&quot;yes&quot;,&quot;minimized_on&quot;:&quot;tablet&quot;,&quot;hierarchical_view&quot;:&quot;yes&quot;,&quot;min_height&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"table-of-contents.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__header\">\n\t\t\t\t\t\t<h4 class=\"elementor-toc__header-title\">\n\t\t\t\t\u76ee\u9304\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--expand\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__54b1eec\" aria-expanded=\"true\" aria-label=\"Open table of contents\"><i aria-hidden=\"true\" class=\"fas fa-chevron-down\"><\/i><\/div>\n\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--collapse\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__54b1eec\" aria-expanded=\"true\" aria-label=\"Close table of contents\"><i aria-hidden=\"true\" class=\"fas fa-chevron-up\"><\/i><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<div id=\"elementor-toc__54b1eec\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<i class=\"elementor-toc__spinner eicon-animation-spin eicon-loading\" aria-hidden=\"true\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-5900cbc\" data-id=\"5900cbc\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6b4479a elementor-widget elementor-widget-image\" data-id=\"6b4479a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1000\" height=\"563\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/language-model.jpg\" class=\"attachment-full size-full wp-image-9245\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/language-model.jpg 1000w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/language-model-300x169.jpg 300w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/language-model-768x432.jpg 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" title=\"\u8a9e\u8a00\u6a21\u578b Language Model - TAKI\u5b98\u65b9\u90e8\u843d\u683c\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ccfef69 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ccfef69\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a33581e\" data-id=\"a33581e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d3816f3 elementor-widget elementor-widget-text-editor\" data-id=\"d3816f3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #000000;\"><strong>\u8a9e\u8a00\u6a21\u578b<\/strong><\/span> \u662f\u4e00\u7a2e\u7528\u65bc\u9810\u6e2c\u6587\u5b57\u5e8f\u5217\u4e2d\u4e0b\u4e00\u500b\u55ae\u5b57\u6216\u5b57\u5143\u7684\u6a5f\u7387\u5206\u4f48\u7684\u6a21\u578b\u3002\u5b83\u53ef\u4ee5\u6355\u7372\u8a9e\u8a00\u7d50\u69cb\u7684\u67d0\u4e9b\u65b9\u9762\uff0c\u5982\u8a9e\u6cd5\u3001\u53e5\u5f0f\u548c\u4e0a\u4e0b\u6587\u8cc7\u8a0a\u3002\u50b3\u7d71\u7684\u8a9e\u8a00\u6a21\u578b\u901a\u5e38\u4f7f\u7528 N-gram \u65b9\u6cd5\u6216\u96b1\u85cf\u99ac\u53ef\u592b\u6a21\u578b\uff0c\u4f46\u9019\u4e9b\u6a21\u578b\u5f80\u5f80\u7121\u6cd5\u6355\u6349\u5230\u9577\u8ddd\u96e2\u4f9d\u8cf4\u548c\u8907\u96dc\u7684\u8a9e\u7fa9\u8cc7\u8a0a\u3002\u672c\u6587\u5c0f\u7de8\u5c31\u4f86\u804a\u804a\u4ec0\u9ebc\u662f\u8a9e\u8a00\u6a21\u578b\uff08language model\uff09\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-548161d elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"548161d\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7d09a19\" data-id=\"7d09a19\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b7c4373 elementor-widget elementor-widget-heading\" data-id=\"b7c4373\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">AI \u4f3a\u670d\u5668\u89e3\u6c7a\u65b9\u6848<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-35d239f elementor-widget elementor-widget-heading\" data-id=\"35d239f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">\u9818\u5148\u7684AI\u7b97\u529b\u670d\u52d9\u5e73\u53f0<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-bdda107 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bdda107\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-d60f10b\" data-id=\"d60f10b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2971b28 elementor-cta--skin-cover elementor-cta--valign-middle elementor-bg-transform elementor-bg-transform-zoom-out elementor-animated-content elementor-widget elementor-widget-call-to-action\" data-id=\"2971b28\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"elementor-cta\" href=\"\/ai\u4f3a\u670d\u5668-nvidia-4090gpu\u4f3a\u670d\u5668\/\" target=\"_blank\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/06\/TAKI-AI-server-4090-GPU.jpg);\" role=\"img\" aria-label=\"TAKI AI server 4090 GPU\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h2 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tTAKI AI \u4f3a\u670d\u5668\t\t\t\t\t<\/h2>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tNVIDIA 4090 GPU\u4f3a\u670d\u5668\u89e3\u6c7a\u65b9\u6848\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-d82cf24\" data-id=\"d82cf24\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bec95a9 elementor-cta--skin-cover elementor-bg-transform elementor-bg-transform-zoom-out elementor-animated-content elementor-widget elementor-widget-call-to-action\" data-id=\"bec95a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"elementor-cta\" href=\"\/ai\u4f3a\u670d\u5668-nvidia-t4-gpu\u4f3a\u670d\u5668\/\" target=\"_blank\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/06\/taki-ai-server-t4.jpg);\" role=\"img\" aria-label=\"taki ai server t4\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h2 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tTAKI AI \u4f3a\u670d\u5668\t\t\t\t\t<\/h2>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tNVIDIA T4 GPU\u4f3a\u670d\u5668\u89e3\u6c7a\u65b9\u6848\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-104e1ee elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"104e1ee\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-b0e1ba3\" data-id=\"b0e1ba3\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2905051 elementor-cta--skin-cover elementor-cta--valign-middle elementor-bg-transform elementor-bg-transform-zoom-out elementor-animated-content elementor-widget elementor-widget-call-to-action\" data-id=\"2905051\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"elementor-cta\" href=\"\/ai\u4f3a\u670d\u5668-nvidia-a100gpu\u4f3a\u670d\u5668\/\" target=\"_blank\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/06\/TAKI-ai-server-NVIDIA_H100.jpg);\" role=\"img\" aria-label=\"TAKI ai server NVIDIA H100\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h2 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tTAKI AI \u4f3a\u670d\u5668\t\t\t\t\t<\/h2>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tNVIDIA A100 GPU\u89e3\u6c7a\u65b9\u6848\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-8f107e2\" data-id=\"8f107e2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-93021e6 elementor-cta--skin-cover elementor-bg-transform elementor-bg-transform-zoom-out elementor-animated-content elementor-widget elementor-widget-call-to-action\" data-id=\"93021e6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"elementor-cta\" href=\"\/ai-\u4f3a\u670d\u5668-nvidia-h100gpu\u4f3a\u670d\u5668\/\" target=\"_blank\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/06\/TAKI-ai-server-NVIDIA_H100.jpg);\" role=\"img\" aria-label=\"TAKI ai server NVIDIA H100\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h2 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tTAKI AI \u4f3a\u670d\u5668\t\t\t\t\t<\/h2>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tNVIDIA H100 GPU\u89e3\u6c7a\u65b9\u6848\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d2c5ace elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d2c5ace\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f0ee176\" data-id=\"f0ee176\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-321103d elementor-widget elementor-widget-heading\" data-id=\"321103d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u8a9e\u8a00\u6a21\u578b\u662f\u4ec0\u9ebc<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-54a3dd3 elementor-widget elementor-widget-text-editor\" data-id=\"54a3dd3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u7c21\u55ae\u4f86\u8aaa <span style=\"color: #000000;\"><strong>\u8a9e\u8a00\u6a21\u578b<\/strong><\/span> \u8a55\u50f9\u4e00\u53e5\u8a71\u662f\u5426 &#8220;\u5408\u7406&#8221; \u6216 &#8220;\u662f\u4eba\u8a71&#8221;\uff0c\u6578\u5b78\u4e0a\u8b1b P(\u4eca\u5929\u5929\u6c23\u4e0d\u932f) &gt; P(\u4eca\u932f\u4e0d\u5929\u5929\u6c23)\uff0c\u8a9e\u8a00\u6a21\u578b\u7528\u65bc\u8a08\u7b97\u6587\u5b57\u7684\u6210\u53e5\u6a5f\u7387\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-782af32 elementor-widget elementor-widget-heading\" data-id=\"782af32\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u8a9e\u8a00\u6a21\u578b\u7684\u4e3b\u8981\u7528\u9014<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9f626fa elementor-widget elementor-widget-heading\" data-id=\"9f626fa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u8a9e\u8a00\u6a21\u578b - \u8a9e\u97f3\u8b58\u5225<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d0799ba elementor-widget elementor-widget-text-editor\" data-id=\"d0799ba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>\u8a9e\u97f3\u8fa8\u8b58\uff1a\u8072\u97f3 -&gt; \u6587\u5b57<\/li><li>\u8072\u97f3\u672c\u8cea\u662f\u4e00\u7a2e\u6ce2<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b9c21ea elementor-widget elementor-widget-image\" data-id=\"b9c21ea\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1280\" height=\"316\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/Sonic-Wave.jpg\" class=\"attachment-full size-full wp-image-9262\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/Sonic-Wave.jpg 1280w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/Sonic-Wave-300x74.jpg 300w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/Sonic-Wave-1024x253.jpg 1024w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/Sonic-Wave-768x190.jpg 768w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" title=\"Sonic-Wave - TAKI\u5b98\u65b9\u90e8\u843d\u683c\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7d98ff5 elementor-widget elementor-widget-text-editor\" data-id=\"7d98ff5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>\u5c07\u6ce2\u6309\u6642\u9593\u6bb5\u5207\u5206\u8a31\u591a\u5e40\uff0c\u598225ms\u4e00\u6bb5<\/li><li>\u4e4b\u5f8c\u9032\u884c\u8072\u5b78\u7279\u5fb5\u63d0\u53d6\uff0c\u5c07\u6bcf\u4e00\u5e40\u8f49\u63db\u6210\u5411\u91cf<\/li><li>\u4ee5\u8072\u5b78\u7279\u5fb5\u64f7\u53d6\u5f8c\u7684\u5411\u91cf\u70ba\u8f38\u5165\uff0c\u7d93\u904e\u8072\u5b78\u6a21\u578b\uff0c\u9810\u6e2c\u5f97\u5230\u97f3\u7d20<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-25ac94e elementor-widget elementor-widget-image\" data-id=\"25ac94e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"446\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/phoneme.jpg\" class=\"attachment-full size-full wp-image-9263\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/phoneme.jpg 800w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/phoneme-300x167.jpg 300w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/phoneme-768x428.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"phoneme - TAKI\u5b98\u65b9\u90e8\u843d\u683c\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-80549b4 elementor-widget elementor-widget-text-editor\" data-id=\"80549b4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>\u97f3\u7d20\u8207\u62fc\u97f3\u985e\u4f3c\uff0c\u4f46\u8981\u8003\u616e\u8072\u8abf<\/li><li>\u97f3\u7d20\u5e8f\u5217\u5c0d\u61c9\u591a\u500b\u6587\u5b57\u5e8f\u5217\uff0c\u7531\u8a9e\u8a00\u6a21\u578b\u6311\u9078\u51fa\u6210\u53e5\u6a5f\u7387\u6700\u9ad8\u7684\u5e8f\u5217<\/li><li>\u4f7f\u7528beam search\u6216\u7dad\u7279\u6bd4\u7684\u65b9\u5f0f\u89e3\u78bc<\/li><li>\u8a9e\u97f3\u8fa8\u8b58\u793a\u610f\u5716<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3ab190d elementor-widget elementor-widget-image\" data-id=\"3ab190d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"478\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/Speech-recognition-diagram.jpg\" class=\"attachment-full size-full wp-image-9264\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/Speech-recognition-diagram.jpg 1280w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/Speech-recognition-diagram-300x112.jpg 300w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/Speech-recognition-diagram-1024x382.jpg 1024w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/Speech-recognition-diagram-768x287.jpg 768w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" title=\"\u8a9e\u97f3\u8fa8\u8b58\u793a\u610f\u5716 - TAKI\u5b98\u65b9\u90e8\u843d\u683c\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-561b704 elementor-widget elementor-widget-heading\" data-id=\"561b704\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u8a9e\u8a00\u6a21\u578b - \u624b\u5beb\u8b58\u5225<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1b428ca elementor-widget elementor-widget-text-editor\" data-id=\"1b428ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u8fa8\u8b58\u6a21\u578b\u5c07\u5716\u7247\u4e2d\u6587\u5b57\u8f49\u63db\u70ba\u5019\u9078\u6f22\u5b57\uff08\u4e00\u822c\u5206\u5b9a\u4f4d\u8207\u8fa8\u8b58\u5169\u6b65\u9a5f\uff09\uff0c\u518d\u6709\u8a9e\u8a00\u6a21\u578b\u6311\u9078\u51fa\u6210\u53e5\u6a5f\u7387\u6700\u9ad8\u7684\u5e8f\u5217<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-39baa40 elementor-widget elementor-widget-heading\" data-id=\"39baa40\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u8a9e\u8a00\u6a21\u578b - \u8f38\u5165\u6cd5<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e86c237 elementor-widget elementor-widget-text-editor\" data-id=\"e86c237\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u8f38\u5165\u5373\u70ba\u62fc\u97f3\u3001\u6ce8\u97f3\u5e8f\u5217\uff0c\u6bcf\u500b\u62fc\u97f3\u81ea\u7136\u7684\u6709\u591a\u500b\u5019\u9078\u6f22\u5b57\uff0c\u6839\u64da\u8a9e\u8a00\u6a21\u578b\u6311\u9078\u9ad8\u6a5f\u7387\u5e8f\u5217\u3002<\/p><p>\u8f38\u5165\u6cd5\u662f\u4e00\u500b\u7d30\u7bc0\u7e41\u591a\u7684\u4efb\u52d9\uff0c\u5728\u8a9e\u8a00\u6a21\u578b\u9019\u500b\u57fa\u790e\u6f14\u7b97\u6cd5\u4e0a\uff0c\u9700\u8981\u8003\u616e\u5e38\u898b\u7684\u6253\u5b57\u624b\u8aa4\uff0c\u5e38\u898b\u8aa4\u8b80\uff0c\u62fc\u97f3\u7e2e\u7565\uff0c\u4e2d\u82f1\u6df7\u96dc\uff0c\u8f38\u51fa\u7b26\u865f\uff0c\u7528\u6236\u7fd2\u6163\u7b49\u80fd\u529b\u624b\u5beb\u8f38\u5165\u6cd5\uff0c\u8a9e\u97f3\u8f38\u5165\u6cd5\u540c\u7406\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2a46088 elementor-widget elementor-widget-heading\" data-id=\"2a46088\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u8a9e\u8a00\u6a21\u578b\u7684\u5206\u985e<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-08d1105 elementor-widget elementor-widget-heading\" data-id=\"08d1105\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">1. \u57fa\u65bc\u7d71\u8a08\u8a9e\u8a00\u6a21\u578b<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7c0dea7 elementor-widget elementor-widget-text-editor\" data-id=\"7c0dea7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>\u5c0d\u65bc\u4e00\u4efd\u8a9e\u6599\u9032\u884c\u8a5e\u983b\u3001\u8a5e\u5e8f\u3001\u8a5e\u5171\u73fe\u7684\u7d71\u8a08<\/li><li>\u8a08\u7b97\u76f8\u95dc\u6a5f\u7387\u5f97\u5230\u8a9e\u8a00\u6a21\u578b<\/li><li>\u4ee3\u8868\uff1aN-gram\u8a9e\u8a00\u6a21\u578b<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-945d645 elementor-widget elementor-widget-heading\" data-id=\"945d645\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2. \u57fa\u65bc\u795e\u7d93\u7db2\u8def\u7684\u8a9e\u8a00\u6a21\u578b<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-673ea1f elementor-widget elementor-widget-text-editor\" data-id=\"673ea1f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>\u6839\u64da\u8a2d\u5b9a\u597d\u7684\u7db2\u8def\u7d50\u69cb\u4f7f\u7528\u8a9e\u6599\u9032\u884c\u6a21\u578b\u8a13\u7df4<\/li><li>\u4ee3\u8868\uff1aLSTM\u8a9e\u8a00\u6a21\u578b\u3001BERT\u7b49<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-abf2f16 elementor-widget elementor-widget-heading\" data-id=\"abf2f16\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">3. \u81ea\u52d5\u56de\u6b78\uff08auto regressive\uff09\u8a9e\u8a00\u6a21\u578b<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-06736dc elementor-widget elementor-widget-text-editor\" data-id=\"06736dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>\u5728\u8a13\u7df4\u6642\u7531\u4e0a\u6587\u9810\u6e2c\u4e0b\u6587\uff08\u6216\u53cd\u904e\u4f86\uff09<\/li><li>\u55ae\u5411\u6a21\u578b\uff0c\u50c5\u4f7f\u7528\u55ae\u5074\u5e8f\u5217\u8cc7\u8a0a<\/li><li>\u4ee3\u8868\uff1aN-gram\u3001ELMO<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-87a647e elementor-widget elementor-widget-heading\" data-id=\"87a647e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">4. \u81ea\u52d5\u7de8\u78bc\uff08auto encoding\uff09\u8a9e\u8a00\u6a21\u578b<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b97ec3 elementor-widget elementor-widget-text-editor\" data-id=\"5b97ec3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>\u5728\u8a13\u7df4\u6642\u9810\u6e2c\u5e8f\u5217\u4e2d\u4efb\u610f\u4f4d\u7f6e\u7684\u5b57\u7b26<\/li><li>\u96d9\u5411\u6a21\u578b\uff0c\u5438\u6536\u60c5\u5883\u8cc7\u8a0a<\/li><li>\u4ee3\u8868\uff1aBERT<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ad90f39 elementor-widget elementor-widget-heading\" data-id=\"ad90f39\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">N-gram\u8a9e\u8a00\u6a21\u578b<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a43203d elementor-widget elementor-widget-text-editor\" data-id=\"a43203d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>N-gram\u8a9e\u8a00\u6a21\u578b\u662f\u4e00\u7a2e\u57fa\u790e\u7684\u8a9e\u8a00\u6a21\u578b\uff0c\u7528\u65bc\u9810\u6e2c\u4e0b\u4e00\u500b\u55ae\u5b57\u6216\u5b57\u5143\u51fa\u73fe\u7684\u6a5f\u7387\uff0c\u57fa\u65bc\u524dN-1\u500b\u5b57\u6216\u5b57\u5143\u3002\u8a72\u6a21\u578b\u5c07\u6587\u672c\u8996\u70ba\u55ae\u5b57\u6216\u5b57\u7b26\u7684\u6709\u5e8f\u5e8f\u5217\uff0c\u4e26\u5047\u8a2d\u7b2cn\u500b\u5b57\u50c5\u8207\u524dN-1\u500b\u5b57\u76f8\u95dc\u3002<\/p><p>\u4f8b\u5982\uff0c\u5728\u4e00\u500b bigram\uff082-gram\uff09\u6a21\u578b\u4e2d\uff0c\u6bcf\u500b\u5b57\u7684\u51fa\u73fe\u53ea\u4f9d\u8cf4\u5b83\u524d\u9762\u7684\u4e00\u500b\u5b57\u3002\u4f8b\u5982\uff0c&#8221;\u6211\u5403&#8221;\u4e4b\u5f8c\u662f &#8220;\u860b\u679c&#8221; \u7684\u6a5f\u7387\u53ef\u4ee5\u8868\u793a\u70ba P(\u860b\u679c|\u6211\u5403)\u3002<\/p><p>\u512a\u9ede\uff1a<\/p><ol><li>\u8a08\u7b97\u7c21\u55ae\uff1a\u53ea\u9700\u8981\u7d71\u8a08\u8a5e\u983b\u548c\u689d\u4ef6\u8a5e\u983b\u3002<\/li><li>\u5be6\u4f5c\u5bb9\u6613\uff1a\u4e0d\u9700\u8981\u8907\u96dc\u7684\u6f14\u7b97\u6cd5\u3002<\/li><\/ol><p>\u7f3a\u9ede\uff1a<\/p><ol><li>\u7a00\u758f\u6027\u554f\u984c\uff1a\u96a8\u8457N\u7684\u589e\u52a0\uff0c\u6a21\u578b\u6240\u9700\u7684\u5132\u5b58\u7a7a\u9593\u6025\u5287\u589e\u52a0\uff0c\u800c\u5927\u591a\u6578N-gram\u7d44\u5408\u5728\u5be6\u969b\u8cc7\u6599\u4e2d\u53ef\u80fd\u4e26\u4e0d\u5b58\u5728\u3002<\/li><li>\u4e0a\u4e0b\u6587\u9650\u5236\uff1a\u53ea\u80fd\u6355\u6349N-1\u500b\u5b57\u7684\u4e0a\u4e0b\u6587\u8cc7\u8a0a\u3002<\/li><\/ol><p>\u5118\u7ba1\u6709\u9019\u4e9b\u5c40\u9650\u6027\uff0cN-gram \u6a21\u578b\u7531\u65bc\u5176\u7c21\u55ae\u548c\u9ad8\u6548\u4ecd\u7136\u5728\u8a31\u591a\u61c9\u7528\u5834\u666f\u4e2d\u88ab\u5ee3\u6cdb\u4f7f\u7528\uff0c\u5982\u62fc\u5b57\u6aa2\u67e5\u3001\u8a9e\u97f3\u8b58\u5225\u548c\u6a5f\u5668\u7ffb\u8b6f\u7b49\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-42648e8 elementor-alert-info elementor-widget elementor-widget-alert\" data-id=\"42648e8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"alert.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-alert\" role=\"alert\">\n\n\t\t\t\t\t\t<span class=\"elementor-alert-title\">\u5982\u4f55\u8a08\u7b97\u6210\u53e5\u6a5f\u7387\uff1f<\/span>\n\t\t\t\n\t\t\t\t\t\t<span class=\"elementor-alert-description\">\u7528S\u4ee3\u8868\u53e5\u5b50\uff0cw\u4ee3\u8868\u55ae\u5b57\u6216\u8a5e<br \/>\nS = w1w2w3w4w5\u2026wn<br \/>\nP(S) = P(w1,w2,w3,w4,w5\u2026wn)<br \/>\n\u6210\u53e5\u6a5f\u7387 -&gt; \u8a5eW1~Wn\u4f9d\u5e8f\u51fa\u73fe\u7684\u6a5f\u7387<br \/>\nP(w1,w2,w3,\u2026,wn) = P(w1)P(w2|w1)P(w3|w1,w2)\u2026P(wn|w1,\u2026,wn-1)<\/span>\n\t\t\t\n\t\t\t\t\t\t<button type=\"button\" class=\"elementor-alert-dismiss\" aria-label=\"Dismiss this alert.\">\n\t\t\t\t\t\t\t\t\t<span aria-hidden=\"true\">&times;<\/span>\n\t\t\t\t\t\t\t<\/button>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e6bc231 elementor-alert-info elementor-widget elementor-widget-alert\" data-id=\"e6bc231\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"alert.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-alert\" role=\"alert\">\n\n\t\t\t\t\t\t<span class=\"elementor-alert-title\">\u4ee5\u5b57\u70ba\u55ae\u4f4d<\/span>\n\t\t\t\n\t\t\t\t\t\t<span class=\"elementor-alert-description\">P(\u4eca\u5929\u5929\u6c23\u4e0d\u932f) = P(\u4eca)*P(\u5929|\u4eca) *P(\u5929|\u4eca\u5929) *P(\u6c23|\u4eca\u5929\u5929) *P(\u4e0d|\u4eca\u5929\u5929\u6c23) *P(\u932f|\u4eca\u5929\u5929\u6c23\u4e0d)<\/span>\n\t\t\t\n\t\t\t\t\t\t<button type=\"button\" class=\"elementor-alert-dismiss\" aria-label=\"Dismiss this alert.\">\n\t\t\t\t\t\t\t\t\t<span aria-hidden=\"true\">&times;<\/span>\n\t\t\t\t\t\t\t<\/button>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b712871 elementor-alert-info elementor-widget elementor-widget-alert\" data-id=\"b712871\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"alert.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-alert\" role=\"alert\">\n\n\t\t\t\t\t\t<span class=\"elementor-alert-title\">\u4ee5\u8a5e\u70ba\u55ae\u4f4d<\/span>\n\t\t\t\n\t\t\t\t\t\t<span class=\"elementor-alert-description\">P(\u4eca\u5929 \u5929\u6c23 \u4e0d\u932f) = P(\u4eca\u5929)*P(\u5929\u6c23|\u4eca\u5929) *P(\u4e0d\u932f|\u4eca\u5929 \u5929\u6c23)<\/span>\n\t\t\t\n\t\t\t\t\t\t<button type=\"button\" class=\"elementor-alert-dismiss\" aria-label=\"Dismiss this alert.\">\n\t\t\t\t\t\t\t\t\t<span aria-hidden=\"true\">&times;<\/span>\n\t\t\t\t\t\t\t<\/button>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8d075d5 elementor-alert-info elementor-widget elementor-widget-alert\" data-id=\"8d075d5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"alert.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-alert\" role=\"alert\">\n\n\t\t\t\t\t\t<span class=\"elementor-alert-title\">\u5982\u4f55\u8a08\u7b97 P(\u4eca\u5929)\uff1f<\/span>\n\t\t\t\n\t\t\t\t\t\t<span class=\"elementor-alert-description\">P(\u4eca\u5929) = Count(\u4eca\u5929) \/ Count_total \u8a9e\u6599\u7e3d\u8a5e\u6578<br \/>\nP(\u5929\u6c23|\u4eca\u5929) = Count(\u4eca\u5929 \u5929\u6c23) \/ Count(\u4eca\u5929)<br \/>\nP(\u4e0d\u932f|\u4eca\u5929 \u5929\u6c23) = Count(\u4eca\u5929 \u5929\u6c23 \u4e0d\u932f) \/ Count(\u4eca\u5929 \u5929\u6c23)<br \/>\n\u4e8c\u5143\u7d44\uff1a\u4eca\u5929 \u5929\u6c23 2 gram<br \/>\n\u4e09\u5143\u7d44\uff1a\u4eca\u5929 \u5929\u6c23 \u4e0d\u932f 3 gram<\/span>\n\t\t\t\n\t\t\t\t\t\t<button type=\"button\" class=\"elementor-alert-dismiss\" aria-label=\"Dismiss this alert.\">\n\t\t\t\t\t\t\t\t\t<span aria-hidden=\"true\">&times;<\/span>\n\t\t\t\t\t\t\t<\/button>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c0ac681 elementor-alert-info elementor-widget elementor-widget-alert\" data-id=\"c0ac681\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"alert.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-alert\" role=\"alert\">\n\n\t\t\t\t\t\t<span class=\"elementor-alert-title\">\u56f0\u96e3\uff1a\u53e5\u5b50\u592a\u591a\u4e86\uff01<\/span>\n\t\t\t\n\t\t\t\t\t\t<span class=\"elementor-alert-description\">\u5c0d\u4efb\u4f55\u8a9e\u8a00\uff0cN-gram \u6578\u91cf\u90fd\u975e\u5e38\u9f90\u5927\uff0c\u7121\u6cd5\u7aae\u8209\uff0c\u9700\u8981\u7c21\u5316\u3002<\/span>\n\t\t\t\n\t\t\t\t\t\t<button type=\"button\" class=\"elementor-alert-dismiss\" aria-label=\"Dismiss this alert.\">\n\t\t\t\t\t\t\t\t\t<span aria-hidden=\"true\">&times;<\/span>\n\t\t\t\t\t\t\t<\/button>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9799b97 elementor-alert-info elementor-widget elementor-widget-alert\" data-id=\"9799b97\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"alert.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-alert\" role=\"alert\">\n\n\t\t\t\t\t\t<span class=\"elementor-alert-title\">\u99ac\u723e\u79d1\u592b\u5047\u8a2d<\/span>\n\t\t\t\n\t\t\t\t\t\t<span class=\"elementor-alert-description\">P(wn|w1,\u2026,wn-1) \u2248 P(wn|wn-3,wn-2,wn-1)<br \/>\n\u5047\u8a2d\u7b2cn\u500b\u5b57\u51fa\u73fe\u7684\u6a5f\u7387\uff0c\u50c5\u53d7\u5176\u524d\u9762\u6709\u9650\u500b\u5b57\u5f71\u97ff<br \/>\nP(\u4eca\u5929\u5929\u6c23\u4e0d\u932f) = P(\u4eca)*P(\u5929|\u4eca) *P(\u5929|\u4eca\u5929) *P(\u6c23|\u5929\u5929) *P(\u4e0d|\u5929\u6c23) *P(\u932f|\u6c23\u4e0d)<\/span>\n\t\t\t\n\t\t\t\t\t\t<button type=\"button\" class=\"elementor-alert-dismiss\" aria-label=\"Dismiss this alert.\">\n\t\t\t\t\t\t\t\t\t<span aria-hidden=\"true\">&times;<\/span>\n\t\t\t\t\t\t\t<\/button>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f7644d0 elementor-alert-info elementor-widget elementor-widget-alert\" data-id=\"f7644d0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"alert.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-alert\" role=\"alert\">\n\n\t\t\t\t\t\t<span class=\"elementor-alert-title\">\u99ac\u723e\u79d1\u592b\u5047\u8a2d\u7684\u7f3a\u9677\uff1a<\/span>\n\t\t\t\n\t\t\t\t\t\t<span class=\"elementor-alert-description\">1. \u5f71\u97ff\u7b2cn\u500b\u5b57\u7684\u56e0\u7d20\u53ef\u80fd\u51fa\u73fe\u5728\u524d\u9762\u5f88\u9060\u7684\u5730\u65b9<br \/>\nlong distance dependency<br \/><br \/>\n\u4f8b\uff1a\u6211\u8b80\u904e\u95dc\u65bc\u99ac\u723e\u79d1\u592b\u7684\u751f\u5e73\u7684\u66f8<br \/>\n\u6211\u770b\u904e\u95dc\u65bc\u99ac\u723e\u79d1\u592b\u7684\u751f\u5e73\u7684\u96fb\u5f71<br \/>\n\u6211\u807d\u904e\u95dc\u65bc\u99ac\u723e\u79d1\u592b\u7684\u751f\u5e73\u7684\u6545\u4e8b<br \/>\n<br \/>\n2. \u5f71\u97ff\u7b2cn\u500b\u5b57\u7684\u56e0\u7d20\u53ef\u80fd\u51fa\u73fe\u5728\u5176\u5f8c\u9762<br \/>\n3. \u5f71\u97ff\u7b2cn\u500b\u5b57\u7684\u56e0\u7d20\u53ef\u80fd\u4e26\u4e0d\u5728\u6587\u4e2d<br \/>\n\u4f46\u662f\uff0c\u99ac\u723e\u79d1\u592b\u5047\u8a2d\u4e0b\u4f9d\u7136\u53ef\u4ee5\u5f97\u5230\u975e\u5e38\u6709\u6548\u7684\u6a21\u578b<\/span>\n\t\t\t\n\t\t\t\t\t\t<button type=\"button\" class=\"elementor-alert-dismiss\" aria-label=\"Dismiss this alert.\">\n\t\t\t\t\t\t\t\t\t<span aria-hidden=\"true\">&times;<\/span>\n\t\t\t\t\t\t\t<\/button>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-30fd112 elementor-widget elementor-widget-text-editor\" data-id=\"30fd112\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>corpus\uff1a<br \/>\u4eca\u5929 \u5929\u6c23 \u4e0d\u932f P(\u4eca\u5929) = 3 \/ 12 = 1\/4<br \/>\u660e\u5929 \u5929\u6c23 \u4e0d\u932f P(\u5929\u6c23|\u4eca\u5929) = 2 \/ 3<br \/>\u4eca\u5929 \u5929\u6c23 \u4e0d\u884c P(\u4e0d\u932f|\u4eca\u5929 \u5929\u6c23) = 1 \/ 2<br \/>\u4eca\u5929 \u662f \u6674\u5929 P(\u4e0d\u932f|\u5929\u6c23) = 2\/3<br \/>3 gram\u6a21\u578b<br \/>P(\u4eca\u5929 \u5929\u6c23 \u4e0d\u932f) = P(\u4eca\u5929)*P(\u5929\u6c23|\u4eca\u5929) *P(\u4e0d\u932f|\u4eca\u5929 \u5929\u6c23) = 1 \/ 12<br \/>2 gram\u6a21\u578b<br \/>P(\u4eca\u5929 \u5929\u6c23 \u4e0d\u932f) = P(\u4eca\u5929)*P(\u5929\u6c23|\u4eca\u5929) *P(\u4e0d\u932f|\u5929\u6c23) = 1 \/ 9<\/p><p>corpus\uff1a<br \/>\u4eca\u5929 \u5929\u6c23 \u4e0d\u932f P(\u4eca\u5929) = 3 \/ 12 = 1\/4<br \/>\u660e\u5929 \u5929\u6c23 \u4e0d\u932f P(\u5929\u6c23|\u4eca\u5929) = 2 \/ 3<br \/>\u4eca\u5929 \u5929\u6c23 \u4e0d\u884c P(\u4e0d\u932f|\u4eca\u5929 \u5929\u6c23) = 1 \/ 2<br \/>\u4eca\u5929 \u662f \u6674\u5929 P(\u4e0d\u932f|\u5929\u6c23) = 2\/3<\/p><p>\u554f\u984c\uff1a\u5982\u4f55\u7d66\u51fa corpus \u4e2d\u6c92\u51fa\u73fe\u904e\u7684\u5b57\u6216 ngram \u6a5f\u7387\uff1f<br \/>P(\u4eca\u5929 \u5929\u6c23 \u7cdf\u7cd5) = P(\u4eca\u5929)*P(\u5929\u6c23|\u4eca\u5929) *P(\u7cdf\u7cd5|\u5929\u6c23)<\/p><ul><li>\u5e73\u6ed1\u554f\u984c\uff08smoothing\uff09<\/li><li>\u7406\u8ad6\u4e0a\u8aaa\uff0c\u4efb\u610f\u7684\u5b57\u7d44\u5408\u6210\u7684\u53e5\u5b50\uff0c\u6a5f\u7387\u90fd\u4e0d\u61c9\u8a72\u7576\u70ba\u96f6<\/li><li>\u5982\u4f55\u7d66\u6c92\u898b\u904e\u7684\u5b57\u6216ngram\u5206\u914d\u6a5f\u7387\u5373\u70ba\u5e73\u6ed1\u554f\u984c<\/li><li>\u4e5f\u7a31\u6298\u6263\u554f\u984c\uff08discounting\uff09<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-408535d elementor-widget elementor-widget-heading\" data-id=\"408535d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">N-gram \u8a9e\u8a00\u6a21\u578b - \u5e73\u6ed1\u65b9\u6cd5<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6d857e9 elementor-widget elementor-widget-heading\" data-id=\"6d857e9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">\u56de\u9000\uff08backoff\uff09<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-64dd7e7 elementor-widget elementor-widget-text-editor\" data-id=\"64dd7e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u7576\u4e09\u5143\u7d44 a b c \u4e0d\u5b58\u5728\u6642\uff0c\u9000\u800c\u5c0b\u627e b c \u4e8c\u5143\u7d44\u7684\u6a5f\u7387<br \/>P(c | a b) = P(c | b) * Bow(ab)<br \/>Bow(ab) \u7a31\u70ba\u4e8c\u5143\u7d44 a b \u7684\u56de\u9000\u6a5f\u7387<br \/>\u56de\u9000\u6a5f\u7387\u6709\u5f88\u591a\u8a08\u7b97\u65b9\u5f0f\uff0c\u751a\u81f3\u53ef\u4ee5\u8a2d\u5b9a\u70ba\u5e38\u6578<br \/>\u56de\u9000\u53ef\u4ee5\u8fed\u4ee3\u9032\u884c\uff0c\u5982\u5e8f\u5217 a b c d<br \/>P(d | a b c) = P(d | b c) * Bow(abc)<br \/>P(d | bc) = P(d | c) * Bow(bc)<br \/>P(d | c ) = P(d) * Bow\u00a9<\/p><p>P(word) \u4e0d\u5b58\u5728\u5982\u4f55\u8655\u7406<br \/>\u52a0 1 \u5e73\u6ed1 add-one smooth<br \/>\u5c0d\u65bc 1gram\u6a5f\u7387 P(word) = Count(word)+1\/Count(total_word)+V<br \/>V \u70ba\u8a5e\u8868\u5927\u5c0f<br \/>\u5c0d\u65bc\u9ad8\u968e\u6a5f\u7387\u540c\u6a23\u53ef\u4ee5<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb98c89 elementor-widget elementor-widget-image\" data-id=\"eb98c89\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"695\" height=\"152\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/1722019865619.jpg\" class=\"attachment-full size-full wp-image-9298\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/1722019865619.jpg 695w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/1722019865619-300x66.jpg 300w\" sizes=\"(max-width: 695px) 100vw, 695px\" title=\"backoff - TAKI\u5b98\u65b9\u90e8\u843d\u683c\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cdc71c0 elementor-widget elementor-widget-text-editor\" data-id=\"cdc71c0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5c07\u4f4e\u983b\u8a5e\u66ff\u63db\u70ba<br \/>\u9810\u6e2c\u4e2d\u9047\u5230\u7684\u672a\u898b\u904e\u7684\u8a5e\uff0c\u4e5f\u7528\u4ee3\u66ff<br \/>\u4e00\u8a9e\u6210\u8b96 -&gt; \u4e00\u8a9e\u6210<br \/>P(|\u4e00 \u8a9e \u6210)<br \/>\u9019\u662f\u4e00\u7a2e nlp \u8655\u7406\u672a\u767b\u5165\u8a5e\uff08OOV\uff09\u7684\u5e38\u898b\u65b9\u6cd5<\/p><p>\u63d2\u503c<br \/>\u53d7\u5230\u56de\u9000\u5e73\u6ed1\u7684\u555f\u767c\uff0c\u5728\u8a08\u7b97\u9ad8\u968e ngram \u6a5f\u7387\u662f\u540c\u6642\u8003\u616e\u4f4e\u968e\u7684 ngram \u6a5f\u7387\u503c\uff0c\u4ee5\u63d2\u503c\u7d66\u51fa\u6700\u7d42\u7d50\u679c<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e1ec029 elementor-widget elementor-widget-image\" data-id=\"e1ec029\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"814\" height=\"184\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/1722020042769.jpg\" class=\"attachment-full size-full wp-image-9305\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/1722020042769.jpg 814w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/1722020042769-300x68.jpg 300w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/1722020042769-768x174.jpg 768w\" sizes=\"(max-width: 814px) 100vw, 814px\" title=\"1722020042769 - TAKI\u5b98\u65b9\u90e8\u843d\u683c\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-92df668 elementor-widget elementor-widget-text-editor\" data-id=\"92df668\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5be6\u8e10\u8b49\u660e\uff0c\u9019\u7a2e\u65b9\u5f0f\u6548\u679c\u6709\u63d0\u5347<br \/>\u03bb \u53ef\u4ee5\u5728\u9a57\u8b49\u96c6\u4e0a\u8abf\u6574\u53c3\u6578\u78ba\u5b9a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f986aa elementor-widget elementor-widget-heading\" data-id=\"4f986aa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">ngram \u7a0b\u5f0f\u78bc<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dbb52db elementor-widget elementor-widget-code-highlight\" data-id=\"dbb52db\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>import math\r\nfrom collections import defaultdict\r\n\r\n\r\nclass NgramLanguageModel:\r\n    def __init__(self, corpus=None, n=3):\r\n        self.n = n\r\n        self.sep = \"_\"     # \u7528\u4f86\u5206\u5272\u5169\u500b\u8a5e\uff0c\u6c92\u6709\u5be6\u969b\u610f\u7fa9\uff0c\u53ea\u8981\u662f\u5b57\u5178\u88e1\u4e0d\u5b58\u5728\u7684\u7b26\u865f\u90fd\u53ef\u4ee5\r\n        self.sos = \"<sos>\"    #start of sentence\uff0c\u53e5\u5b50\u958b\u59cb\u7684\u8b58\u5225\u7b26\u865f\r\n        self.eos = \"<eos>\"    #end of sentence\uff0c\u53e5\u5b50\u7d50\u675f\u7684\u8b58\u5225\u7b26\u865f\r\n        self.unk_prob = 1e-5  #\u7d66 unk \u5206\u914d\u4e00\u500b\u6bd4\u8f03\u5c0f\u7684\u6a5f\u7387\u503c\uff0c\u907f\u514d\u96c6\u5916\u8a5e\u6a5f\u7387\u70ba 0\r\n        self.fix_backoff_prob = 0.4  #\u4f7f\u7528\u56fa\u5b9a\u7684\u56de\u9000\u6982\u7387\r\n        self.ngram_count_dict = dict((x + 1, defaultdict(int)) for x in range(n))\r\n        self.ngram_count_prob_dict = dict((x + 1, defaultdict(int)) for x in range(n))\r\n        self.ngram_count(corpus)\r\n        self.calc_ngram_prob()\r\n\r\n    #\u5c07\u6587\u5b57\u5207\u5206\u6210\u8a5e\u6216\u5b57\u6216 token\r\n    def sentence_segment(self, sentence):\r\n        return sentence.split()\r\n        #return jieba.lcut(sentence)\r\n\r\n    #\u7d71\u8a08 ngram \u7684\u6578\u91cf\r\n    def ngram_count(self, corpus):\r\n        for sentence in corpus:\r\n            word_lists = self.sentence_segment(sentence)\r\n            word_lists = [self.sos] + word_lists + [self.eos]  #\u524d\u5f8c\u88dc\u5145\u958b\u59cb\u7b26\u865f\u548c\u7d50\u5c3e\u7b26\u865f\r\n            for window_size in range(1, self.n + 1):           #\u6309\u4e0d\u540c\u7a97\u9577\u6383\u63cf\u6587\u5b57\r\n                for index, word in enumerate(word_lists):\r\n                    #\u53d6\u5230\u7d50\u5c3e\u6642\u8996\u7a97\u9577\u5ea6\u6703\u5c0f\u65bc\u6307\u5b9a\u7684 gram\uff0c\u8df3\u904e\u90a3\u5e7e\u500b\r\n                    if len(word_lists[index:index + window_size]) != window_size:\r\n                        continue\r\n                    #\u7528\u5206\u9694\u7b26\u865f\u9023\u63a5 word \u5f62\u6210\u4e00\u500b ngram \u7528\u65bc\u5132\u5b58\r\n                    ngram = self.sep.join(word_lists[index:index + window_size])\r\n                    self.ngram_count_dict[window_size][ngram] += 1\r\n        #\u8a08\u7b97\u7e3d\u8a5e\u6578\uff0c\u5f8c\u7e8c\u7528\u65bc\u8a08\u7b97\u4e00\u968e ngram \u6a5f\u7387\r\n        self.ngram_count_dict[0] = sum(self.ngram_count_dict[1].values())\r\n        return\r\n\r\n    #\u8a08\u7b97 ngram \u6a5f\u7387\r\n    def calc_ngram_prob(self):\r\n        for window_size in range(1, self.n + 1):\r\n            for ngram, count in self.ngram_count_dict[window_size].items():\r\n                if window_size > 1:\r\n                    ngram_splits = ngram.split(self.sep)              #ngram        :a b c\r\n                    ngram_prefix = self.sep.join(ngram_splits[:-1])   #ngram_prefix :a b\r\n                    ngram_prefix_count = self.ngram_count_dict[window_size - 1][ngram_prefix] #Count(a,b)\r\n                else:\r\n                    ngram_prefix_count = self.ngram_count_dict[0]     #count(total word)\r\n                # word = ngram_splits[-1]\r\n                # self.ngram_count_prob_dict[word + \"|\" + ngram_prefix] = count \/ ngram_prefix_count\r\n                self.ngram_count_prob_dict[window_size][ngram] = count \/ ngram_prefix_count\r\n        return\r\n\r\n    #\u53d6\u5f97 ngram \u6a5f\u7387\uff0c\u5176\u4e2d\u7528\u5230\u4e86\u56de\u9000\u5e73\u6ed1\uff0c\u56de\u9000\u6a5f\u7387\u63a1\u53d6\u56fa\u5b9a\u503c\r\n    def get_ngram_prob(self, ngram):\r\n        n = len(ngram.split(self.sep))\r\n        if ngram in self.ngram_count_prob_dict[n]:\r\n            #\u5c1d\u8bd5\u76f4\u63a5\u53d6\u51fa\u6982\u7387\r\n            return self.ngram_count_prob_dict[n][ngram]\r\n        elif n == 1:\r\n            #\u4e00\u968e gram \u67e5\u627e\u4e0d\u5230\uff0c\u8aaa\u660e\u662f\u96c6\u5916\u8a5e\uff0c\u4e0d\u505a\u56de\u9000\r\n            return self.unk_prob\r\n        else:\r\n            #\u9ad8\u65bc\u4e00\u968e\u7684\u53ef\u4ee5\u56de\u9000\r\n            ngram = self.sep.join(ngram.split(self.sep)[1:])\r\n            return self.fix_backoff_prob * self.get_ngram_prob(ngram)\r\n\r\n\r\n    #\u56de\u9000\u6cd5\u9810\u6e2c\u53e5\u5b50\u6a5f\u7387\r\n    def calc_sentence_ppl(self, sentence):\r\n        word_list = self.sentence_segment(sentence)\r\n        word_list = [self.sos] + word_list + [self.eos]\r\n        sentence_prob = 0\r\n        for index, word in enumerate(word_list):\r\n            ngram = self.sep.join(word_list[max(0, index - self.n + 1):index + 1])\r\n            prob = self.get_ngram_prob(ngram)\r\n            # print(ngram, prob)\r\n            sentence_prob += math.log(prob)\r\n        return 2 ** (sentence_prob * (-1 \/ len(word_list)))\r\n\r\n\r\n\r\nif __name__ == \"__main__\":\r\n    corpus = open(\"sample.txt\", encoding=\"utf8\").readlines()\r\n    lm = NgramLanguageModel(corpus, 3)\r\n    print(\"\u8a5e\u7e3d\u6578:\", lm.ngram_count_dict[0])\r\n    print(lm.ngram_count_prob_dict)\r\n    print(lm.calc_sentence_ppl(\"e f g b d\"))\r\n\r\n<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b9d4d0 elementor-widget elementor-widget-heading\" data-id=\"7b9d4d0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u8a9e\u8a00\u6a21\u578b\u7684\u8a55\u4f30\u6307\u6a19<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a0f5086 elementor-widget elementor-widget-heading\" data-id=\"a0f5086\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">\u56f0\u60d1\u5ea6 perplexity<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3bc1b58 elementor-widget elementor-widget-image\" data-id=\"3bc1b58\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"733\" height=\"416\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/pic-01-100.jpg\" class=\"attachment-full size-full wp-image-9380\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/pic-01-100.jpg 733w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/pic-01-100-300x170.jpg 300w\" sizes=\"(max-width: 733px) 100vw, 733px\" title=\"\u56f0\u60d1\u5ea6 perplexity - TAKI\u5b98\u65b9\u90e8\u843d\u683c\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-967d16a elementor-widget elementor-widget-heading\" data-id=\"967d16a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">PPL \u503c\u8207\u6210\u53e5\u6a5f\u7387\u6210\u53cd\u6bd4<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a9e2f5a elementor-widget elementor-widget-text-editor\" data-id=\"a9e2f5a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4e00\u822c\u4f7f\u7528\u5408\u7406\u7684\u76ee\u6a19\u6587\u5b57\u4f86\u8a08\u7b97 PPL\uff0c\u82e5 PPL \u503c\u4f4e\uff0c\u5247\u8aaa\u660e\u6210\u53e5\u6a5f\u7387\u9ad8\uff0c\u4e5f\u5c31\u8aaa\u660e\u7531\u6b64\u8a9e\u8a00\u6a21\u578b\u4f86\u5224\u65b7\uff0c\u8a72\u53e5\u5b50\u7684\u5408\u7406\u6027\u9ad8\uff0c\u9019\u6a23\u662f\u4e00\u500b\u597d\u7684\u8a9e\u8a00\u6a21\u578b\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fd37634 elementor-widget elementor-widget-heading\" data-id=\"fd37634\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">\u53e6\u4e00\u7a2e PPL\uff0c\u7528\u5c0d\u6578\u6c42\u548c\u4ee3\u66ff\u5c0f\u6578\u4e58\u7a4d<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2d7fdad elementor-widget elementor-widget-image\" data-id=\"2d7fdad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"729\" height=\"181\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/pic-02-100.jpg\" class=\"attachment-full size-full wp-image-9381\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/pic-02-100.jpg 729w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/pic-02-100-300x74.jpg 300w\" sizes=\"(max-width: 729px) 100vw, 729px\" title=\"\u53e6\u4e00\u7a2e PPL\uff0c\u7528\u5c0d\u6578\u6c42\u548c\u4ee3\u66ff\u5c0f\u6578\u4e58\u7a4d - TAKI\u5b98\u65b9\u90e8\u843d\u683c\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8dc2491 elementor-widget elementor-widget-text-editor\" data-id=\"8dc2491\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>\u672c\u8cea\u662f\u76f8\u540c\u7684\uff0c\u8207\u6210\u53e5\u6a5f\u7387\u5448\u53cd\u6bd4<\/li><li>\u601d\u8003\uff1aPPL\u8d8a\u5c0f\uff0c\u8a9e\u8a00\u6a21\u578b\u6548\u679c\u8d8a\u597d\uff0c\u9019\u7d50\u8ad6\u662f\u5426\u6b63\u78ba\uff1f<\/li><li>\u6210\u53e5\u6a5f\u7387\u662f\u500b\u76f8\u5c0d\u503c\uff01<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-057b31f elementor-widget elementor-widget-heading\" data-id=\"057b31f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u5169\u985e\u8a9e\u8a00\u6a21\u578b\u7684\u5c0d\u6bd4<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6d3bfbd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6d3bfbd\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-525feb0\" data-id=\"525feb0\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cb4677c elementor-widget__width-inherit elementor-widget elementor-widget-jet-table\" data-id=\"cb4677c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-07bc7b6 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-95e50cb jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">N-gram \u8a9e\u8a00\u6a21\u578b<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-9d103c1 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">NN \u8a9e\u8a00\u6a21\u578b<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-c9486b8\"><td class=\"jet-table__cell elementor-repeater-item-800e8da jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u89e3\u78bc\u901f\u5ea6<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-7db3166 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5feb<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-7575231 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6162<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-21486cb\"><td class=\"jet-table__cell elementor-repeater-item-d07d0e1 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6d88\u8017\u8a18\u61b6\u9ad4<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-9899db7 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5927<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-f600900 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5c0f<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-c4165d5\"><td class=\"jet-table__cell elementor-repeater-item-f169c35 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u662f\u5426\u9700\u8981\u8abf\u6574\u53c3\u6578<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-ff3f6b8 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4e0d\u9700\u8981(\u5f88\u5c11)<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-cbc555f jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9700\u8981<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-9b71755\"><td class=\"jet-table__cell elementor-repeater-item-7571c62 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6a21\u578b\u5927\u5c0f<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-abe18b4 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5927<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-5bfd7f6 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5c0f<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-42a0f12\"><td class=\"jet-table__cell elementor-repeater-item-78e49f2 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9577\u8ddd\u96e2\u4f9d\u8cf4<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-fc3952b jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u7121\u6cd5\u8655\u7406<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-f9db6fc jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u76f8\u5c0d\u6709\u6548<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-96f0472\"><td class=\"jet-table__cell elementor-repeater-item-5bf5d6e jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u8a5e\u7fa9\u95dc\u4fc2<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-0fc24bb jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u7121<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-8df3708 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6709\n<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-3498176\"><td class=\"jet-table__cell elementor-repeater-item-f4c6379 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6cdb\u5316\u80fd\u529b\n<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-25f3e58 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u8f03\u5f31\n<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-166465a jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u8f03\u5f37\n<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-47e7c10 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"47e7c10\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9bae137\" data-id=\"9bae137\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-32bc5cf elementor-widget elementor-widget-heading\" data-id=\"32bc5cf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u795e\u7d93\u7db2\u8def\u8a9e\u8a00\u6a21\u578b<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eab0570 elementor-widget elementor-widget-text-editor\" data-id=\"eab0570\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>Bengio et al. 2003<\/li><li>\u8207ngram\u6a21\u578b\u76f8\u4f3c\u4f7f\u7528\u524dn\u500b\u5b57\u9810\u6e2c\u4e0b\u4e00\u500b\u8a5e<\/li><li>\u8f38\u51fa\u5728\u5b57\u8868\u4e0a\u7684\u6a5f\u7387\u5206\u4f48<\/li><li>\u5f97\u5230\u4e86\u8a5e\u5411\u91cf\u9019\u4e00\u526f\u7522\u54c1<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3802ad4 elementor-widget elementor-widget-image\" data-id=\"3802ad4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"940\" height=\"723\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/1722026503241.jpg\" class=\"attachment-full size-full wp-image-9336\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/1722026503241.jpg 940w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/1722026503241-300x231.jpg 300w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/1722026503241-768x591.jpg 768w\" sizes=\"(max-width: 940px) 100vw, 940px\" title=\"1722026503241 - TAKI\u5b98\u65b9\u90e8\u843d\u683c\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-846f5a1 elementor-widget elementor-widget-text-editor\" data-id=\"846f5a1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>\u96a8\u8457\u76f8\u95dc\u7814\u7a76\u7684\u767c\u5c55\uff0c\u96b1\u542b\u5c64\u6a21\u578b\u7d50\u69cb\u7684\u8907\u96dc\u5ea6\u4e0d\u65b7\u63d0\u5347<\/li><li>DNN -&gt; CNN\/RNN -&gt; LSTM\/GRU -&gt; transformer<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ec935aa elementor-widget elementor-widget-image\" data-id=\"ec935aa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1281\" height=\"481\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/1722026670073.jpg\" class=\"attachment-full size-full wp-image-9341\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/1722026670073.jpg 1281w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/1722026670073-300x113.jpg 300w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/1722026670073-1024x384.jpg 1024w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/1722026670073-768x288.jpg 768w\" sizes=\"(max-width: 1281px) 100vw, 1281px\" title=\"1722026670073 - TAKI\u5b98\u65b9\u90e8\u843d\u683c\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-01acaea elementor-widget elementor-widget-text-editor\" data-id=\"01acaea\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>Devlin et al. 2018 BERT \u8a95\u751f<\/li><li>\u4e3b\u8981\u7279\u9ede\uff1a\u4e0d\u518d\u4f7f\u7528\u9810\u6e2c\u4e0b\u4e00\u500b\u5b57\u7684\u65b9\u5f0f\u8a13\u7df4\u8a9e\u8a00\u6a21\u578b\uff0c\u8f49\u800c\u9810\u6e2c\u6587\u5b57\u4e2d\u88ab\u96a8\u6a5f\u906e\u84cb\u7684\u67d0\u500b\u5b57<\/li><li>\u9019\u7a2e\u65b9\u5f0f\u7a31\u70ba MLM(masked language model)<\/li><li>\u5be6\u969b\u4e0a\u9019\u7a2e\u65b9\u5f0f\u88ab\u63d0\u51fa\u7684\u6642\u9593\u975e\u5e38\u65e9\uff0c\u4e26\u975e bert \u539f\u5275<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c5d6aec elementor-widget elementor-widget-heading\" data-id=\"c5d6aec\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">\u7a0b\u5f0f\u78bc<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e8d347a elementor-widget elementor-widget-code-highlight\" data-id=\"e8d347a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-python line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-python\">\n\t\t\t\t\t<xmp>#coding:utf8\r\n\r\nimport torch\r\nimport torch.nn as nn\r\nimport numpy as np\r\nimport math\r\nimport random\r\nimport os\r\nimport re\r\nimport matplotlib.pyplot as plt\r\n\r\n\"\"\"\r\n\u57fa\u65bc pytorch \u7684 rnn \u8a9e\u8a00\u6a21\u578b\r\n\"\"\"\r\n\r\nclass LanguageModel(nn.Module):\r\n    def __init__(self, input_dim, vocab):\r\n        super(LanguageModel, self).__init__()\r\n        self.embedding = nn.Embedding(len(vocab) + 1, input_dim)\r\n        self.layer = nn.RNN(input_dim, input_dim, num_layers=2, batch_first=True)\r\n        self.classify = nn.Linear(input_dim, len(vocab) + 1)\r\n        self.dropout = nn.Dropout(0.1)\r\n        self.loss = nn.functional.cross_entropy\r\n\r\n    #\u7576\u8f38\u5165\u771f\u5be6\u6a19\u7c64\uff0c\u8fd4\u56de loss \u503c\uff1b\u7121\u771f\u5be6\u6a19\u7c64\uff0c\u8fd4\u56de\u9810\u6e2c\u503c\r\n    def forward(self, x, y=None):\r\n        x = self.embedding(x)  #output shape:(batch_size, sen_len, input_dim)\r\n        x, _ = self.layer(x)      #output shape:(batch_size, sen_len, input_dim)\r\n        x = x[:, -1, :]        #output shape:(batch_size, input_dim)\r\n        x = self.dropout(x)\r\n        y_pred = self.classify(x)   #output shape:(batch_size, input_dim)\r\n        if y is not None:\r\n            return self.loss(y_pred, y)\r\n        else:\r\n            return torch.softmax(y_pred, dim=-1)\r\n\r\n#\u8b80\u53d6 corpus \u7372\u5f97\u5b57\u7b26\u96c6\r\n#\u8f38\u51fa\u4e00\u4efd\r\ndef build_vocab_from_corpus(path):\r\n    vocab = set()\r\n    with open(path, encoding=\"utf8\") as f:\r\n        for index, char in enumerate(f.read()):\r\n            vocab.add(char)\r\n    vocab.add(\"<UNK>\") #\u589e\u52a0\u4e00\u500b unk token \u4f86\u8655\u7406\u672a\u767b\u5165\u8a5e\r\n    writer = open(\"vocab.txt\", \"w\", encoding=\"utf8\")\r\n    for char in sorted(vocab):\r\n        writer.write(char + \"\\n\")\r\n    return vocab\r\n\r\n#\u52a0\u8f09\u5b57\u8868\r\ndef build_vocab(vocab_path):\r\n    vocab = {}\r\n    with open(vocab_path, encoding=\"utf8\") as f:\r\n        for index, line in enumerate(f):\r\n            char = line[:-1]        #\u53bb\u6389\u7d50\u5c3e\u63db\u884c\u7b26\r\n            vocab[char] = index + 1 #\u7559\u51fa0\u4f4d\u7ed9pad token\r\n        vocab[\"\\n\"] = 1\r\n    return vocab\r\n\r\n#\u52a0\u8f09 corpus\r\ndef load_corpus(path):\r\n    return open(path, encoding=\"utf8\").read()\r\n\r\n#\u96a8\u6a5f\u7522\u751f\u4e00\u500b\u6a23\u672c\r\n#\u5f9e\u6587\u5b57\u4e2d\u622a\u53d6\u96a8\u6a5f\u7a97\u53e3\uff0c\u524dn\u500b\u5b57\u4f5c\u70ba\u8f38\u5165\uff0c\u6700\u5f8c\u4e00\u500b\u5b57\u4f5c\u70ba\u8f38\u51fa\r\ndef build_sample(vocab, window_size, corpus):\r\n    start = random.randint(0, len(corpus) - 1 - window_size)\r\n    end = start + window_size\r\n    window = corpus[start:end]\r\n    target = corpus[end]\r\n    # print(window, target)\r\n    x = [vocab.get(word, vocab[\"<UNK>\"]) for word in window]   #\u5c07\u5b57\u8f49\u63db\u6210\u5e8f\u865f\r\n    y = vocab[target]\r\n    return x, y\r\n\r\n#\u5efa\u7acb\u8cc7\u6599\u96c6\r\n#sample_length \u8f38\u5165\u6240\u9700\u7684\u6a23\u672c\u6578\u91cf\u3002\u9700\u8981\u591a\u5c11\u751f\u6210\u591a\u5c11\r\n#vocab \u8a5e\u8868\r\n#window_size \u6a23\u672c\u9577\u5ea6\r\n#corpus \u5b57\u7b26\u4e32\r\ndef build_dataset(sample_length, vocab, window_size, corpus):\r\n    dataset_x = []\r\n    dataset_y = []\r\n    for i in range(sample_length):\r\n        x, y = build_sample(vocab, window_size, corpus)\r\n        dataset_x.append(x)\r\n        dataset_y.append(y)\r\n    return torch.LongTensor(dataset_x), torch.LongTensor(dataset_y)\r\n\r\n#\u5efa\u7acb\u6a21\u578b\r\ndef build_model(vocab, char_dim):\r\n    model = LanguageModel(char_dim, vocab)\r\n    return model\r\n\r\n\r\n#\u8a08\u7b97\u6587\u5b57ppl\r\ndef calc_perplexity(sentence, model, vocab, window_size):\r\n    prob = 0\r\n    model.eval()\r\n    with torch.no_grad():\r\n        for i in range(1, len(sentence)):\r\n            start = max(0, i - window_size)\r\n            window = sentence[start:i]\r\n            x = [vocab.get(char, vocab[\"<UNK>\"]) for char in window]\r\n            x = torch.LongTensor([x])\r\n            target = sentence[i]\r\n            target_index = vocab.get(target, vocab[\"<UNK>\"])\r\n            if torch.cuda.is_available():\r\n                x = x.cuda()\r\n            pred_prob_distribute = model(x)[0]\r\n            target_prob = pred_prob_distribute[target_index]\r\n            prob += math.log(target_prob, 10)\r\n    return 2 ** (prob * ( -1 \/ len(sentence)))\r\n\r\n\r\ndef train(corpus_path, save_weight=True):\r\n    epoch_num = 10        #\u8a13\u7df4\u8f2a\u6578\r\n    batch_size = 128       #\u6bcf\u6b21\u8a13\u7df4\u6a23\u672c\u500b\u6578\r\n    train_sample = 10000   #\u6bcf\u8f2a\u8a13\u7df4\u7e3d\u5171\u8a13\u7df4\u7684\u6a23\u672c\u7e3d\u6578\r\n    char_dim = 128        #\u6bcf\u500b\u5b57\u7684\u7dad\u5ea6\r\n    window_size = 6       #\u6a23\u672c\u6587\u5b57\u9577\u5ea6\r\n    vocab = build_vocab(\"vocab.txt\")       #\u5efa\u7acb\u5b57\u8868\r\n    corpus = load_corpus(corpus_path)     #\u8f09\u5165corpus\r\n    model = build_model(vocab, char_dim)    #\u5efa\u7acb\u6a21\u578b\r\n    if torch.cuda.is_available():\r\n        model = model.cuda()\r\n    optim = torch.optim.Adam(model.parameters(), lr=0.001)   #\u5efa\u7acb\u512a\u5316\u5668\r\n    for epoch in range(epoch_num):\r\n        model.train()\r\n        watch_loss = []\r\n        for batch in range(int(train_sample \/ batch_size)):\r\n            x, y = build_dataset(batch_size, vocab, window_size, corpus) #\u5efa\u7acb\u4e00\u7d44\u8a13\u7df4\u6a23\u672c\r\n            if torch.cuda.is_available():\r\n                x, y = x.cuda(), y.cuda()\r\n            optim.zero_grad()    #\u68af\u5ea6\u6b78\u96f6\r\n            loss = model(x, y)   #\u8a08\u7b97loss\r\n            watch_loss.append(loss.item())\r\n            loss.backward()      #\u8a08\u7b97\u68af\u5ea6\r\n            optim.step()         #\u66f4\u65b0\u6b0a\u91cd\r\n        print(\"=========\\n\u7b2c%d\u8f2a\u5e73\u5747loss:%f\" % (epoch + 1, np.mean(watch_loss)))\r\n    if not save_weight:\r\n        return\r\n    else:\r\n        base_name = os.path.basename(corpus_path).replace(\"txt\", \"pth\")\r\n        model_path = os.path.join(\"model\", base_name)\r\n        torch.save(model.state_dict(), model_path)\r\n        return\r\n\r\n#\u8a13\u7df4corpus\u8cc7\u6599\u593e\u4e0b\u7684\u6240\u6709corpus\uff0c\u4f9d\u7167\u6a94\u6848\u540d\u7a31\u5c07\u8a13\u7df4\u5f8c\u7684\u6a21\u578b\u653e\u5230\u83ab\u5f97\u4e86\u8cc7\u6599\u593e\r\ndef train_all():\r\n    for path in os.listdir(\"corpus\"):\r\n        corpus_path = os.path.join(\"corpus\", path)\r\n        train(corpus_path)\r\n\r\n\r\nif __name__ == \"__main__\":\r\n    # build_vocab_from_corpus(\"corpus\/all.txt\")\r\n    # train(\"corpus.txt\", True)\r\n    train_all()\r\n<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-46be6a6 elementor-widget elementor-widget-heading\" data-id=\"46be6a6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u8a9e\u8a00\u6a21\u578b\u7684\u61c9\u7528<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-38e5923 elementor-widget elementor-widget-heading\" data-id=\"38e5923\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u8a9e\u8a00\u6a21\u5f0f\u7684\u61c9\u7528 - \u8a71\u8005\u5206\u96e2<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-563117d elementor-widget elementor-widget-text-editor\" data-id=\"563117d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u6839\u64da\u8aaa\u8a71\u5167\u5bb9\u5224\u65b7\u8aaa\u8a71\u4eba\uff0c\u5e38\u7528\u65bc\u8a9e\u8a00\u8fa8\u8b58\u7cfb\u7d71\u4e2d\uff0c\u5224\u65b7\u9304\u97f3\u5c0d\u8a71\u4e2d\u89d2\u8272\u3002\u5982\u5ba2\u670d\u5c0d\u8a71\u9304\u97f3\uff0c\u5224\u65b7\u5750\u5e2d\u6216\u5ba2\u6236\uff0c\u6839\u64da\u4e0d\u540c\u8154\u8abf\u5224\u65b7\u8aaa\u8a71\u4eba\u3002<\/p><ul><li>\u7ffb\u8b6f\u53e3\u97f3\uff1a \u9019\u5012\u6963\u7684\u623f\u5b50\u88e1\u7adf\u7136\u6709\u87d1\u8782\uff0c\u4f60\u53ef\u4ee5\u60f3\u50cf\u55ce\uff1f\u9019\u771f\u662f\u592a\u53ef\u6015\u4e86\uff01<\/li><li>\u53f0\u7063\u53e3\u97f3\uff1a\u4f60\u9019\u500b\u4eba\u600e\u9ebc\u53ef\u4ee5\u9019\u500b\u6a23\u5b50<\/li><li>\u4e2d\u570b\u53e3\u97f3\uff1a \u6211\u4e0d\u7a00\u5f97\u8aaa\u4f60\u90a3\u4e9b\u4e8b\u5152\u5c31\u62c9\u5012\u4e86<\/li><\/ul><p><br \/>\u672c\u8cea\u4e0a\u70ba\u6587\u5b57\u5206\u985e\u4efb\u52d9<\/p><ol><li>\u5c0d\u65bc\u6bcf\u500b\u985e\u5225\uff0c\u4f7f\u7528\u985e\u5225 corpus \u8a13\u7df4\u8a9e\u8a00\u6a21\u578b<\/li><li>\u5c0d\u65bc\u4e00\u500b\u65b0\u8f38\u5165\u7684\u6587\u5b57\uff0c\u7528\u6240\u6709\u8a9e\u8a00\u6a21\u578b\u8a08\u7b97\u6210\u53e5\u6a5f\u7387<\/li><li>\u9078\u53d6\u6a5f\u7387\u6700\u9ad8\u7684\u985e\u5225\u70ba\u9810\u6e2c\u985e\u5225<\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6b335e2 elementor-widget elementor-widget-image\" data-id=\"6b335e2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1400\" height=\"428\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/corepus-lm.jpg\" class=\"attachment-full size-full wp-image-9363\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/corepus-lm.jpg 1400w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/corepus-lm-300x92.jpg 300w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/corepus-lm-1024x313.jpg 1024w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/corepus-lm-768x235.jpg 768w\" sizes=\"(max-width: 1400px) 100vw, 1400px\" title=\"corepus\u8a9e\u8a00\u6a21\u578b - TAKI\u5b98\u65b9\u90e8\u843d\u683c\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75ecf63 elementor-widget elementor-widget-text-editor\" data-id=\"75ecf63\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u76f8\u8f03\u65bc\u4e00\u822c\u6587\u672c\u5206\u985e\u6a21\u578b\uff0c\u5982\u8c9d\u8449\u65af\uff0crf\uff0c\u795e\u7d93\u7db2\u8def\u7b49<\/p><p>\u512a\u52e2\uff1a<\/p><ul><li>\u6bcf\u500b\u985e\u5225\u6a21\u578b\u4e92\u76f8\u7368\u7acb\uff0c\u6a23\u672c\u4e0d\u5747\u8861\u6216\u6a23\u672c\u6709\u932f\u8aa4\u5c0d\u5176\u4ed6\u6a21\u578b\u6c92\u6709\u5f71\u97ff<\/li><li>\u53ef\u4ee5\u96a8\u6642\u589e\u52a0\u65b0\u7684\u985e\u5225\uff0c\u800c\u4e0d\u5f71\u97ff\u820a\u7684\u985e\u5225\u7684\u6548\u679c<\/li><li>\u6548\u679c\u4e0a\uff1a\u4e00\u822c\u4e0d\u6703\u6709\u986f\u8457\u512a\u52e2<\/li><li>\u6548\u7387\u4e0a\uff1a\u4e00\u822c\u6703\u4f4e\u65bc\u7d71\u4e00\u7684\u5206\u985e\u6a21\u578b<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-163b0f2 elementor-widget elementor-widget-heading\" data-id=\"163b0f2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u8a9e\u8a00\u6a21\u578b\u7684\u61c9\u7528 - \u6587\u5b57\u7cfe\u932f<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c268766 elementor-widget elementor-widget-text-editor\" data-id=\"c268766\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4fee\u6b63\u6587\u5b57\u4e2d\u7684\u932f\u8aa4<br \/>\u4f8b\u5982\uff1a<br \/>\u6211\u4eca\u5929\u53bb\u4e86\u53f0\u5357<strong><span style=\"color: #3366ff;\">\u5eb5<\/span><\/strong>\u5e73\u53e4\u5821\u770b\u71b1<strong><span style=\"color: #3366ff;\">\u85cd<\/span><\/strong>\u906e\u57ce<br \/>\u6211\u4eca\u5929\u53bb\u4e86\u53f0\u5357\u5b89\u5e73\u53e4\u5821\u770b\u71b1\u862d\u906e\u57ce<\/p><p>\u932f\u8aa4\u53ef\u80fd\u662f\u540c\u97f3\u5b57\u6216\u5f62\u8fd1\u5b57\u7b49\uff0c\u5c0d\u6bcf\u4e00\u500b\u5b57\u5efa\u7acb\u4e00\u500b\u6df7\u6dc6\u5b57\u96c6\u5408\u3002\u8a08\u7b97\u6574\u53e5\u8a71\u6210\u53e5\u6a5f\u7387\uff0c\u7528\u6df7\u6dc6\u5b57\u96c6\u5408\u4e2d\u7684\u5b57\u53d6\u4ee3\u539f\u53e5\u4e2d\u7684\u5b57\uff0c\u91cd\u65b0\u8a08\u7b97\u6a5f\u7387<br \/>\u9078\u51fa\u4e00\u500b\u5f97\u5206\u6700\u9ad8\u7684\u5019\u9078\u53e5\u5b50\uff0c\u5982\u679c\u9019\u500b\u53e5\u5b50\u6bd4\u539f\u53e5\u7684\u5f97\u5206\u6210\u9577\u8d85\u904e\u4e00\u5b9a\u7684\u9580\u6abb\u7136\u5f8c\u5c0d\u4e0b\u4e00\u500b\u5b57\u91cd\u8907\u6b65\u9a5f3-4\uff0c\u76f4\u5230\u53e5\u5b50\u672b\u5c3e\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23cc059 elementor-widget elementor-widget-image\" data-id=\"23cc059\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1400\" height=\"428\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/Correct-errors-in-the-text.jpg\" class=\"attachment-full size-full wp-image-9386\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/Correct-errors-in-the-text.jpg 1400w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/Correct-errors-in-the-text-300x92.jpg 300w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/Correct-errors-in-the-text-1024x313.jpg 1024w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/Correct-errors-in-the-text-768x235.jpg 768w\" sizes=\"(max-width: 1400px) 100vw, 1400px\" title=\"\u4fee\u6b63\u6587\u5b57\u4e2d\u7684\u932f\u8aa4 - TAKI\u5b98\u65b9\u90e8\u843d\u683c\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-20b2bb6 elementor-widget elementor-widget-text-editor\" data-id=\"20b2bb6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u9019\u7a2e\u65b9\u5f0f\u6709\u4e00\u4e9b\u7f3a\u9677\uff1a<\/p><ol><li>\u7121\u6cd5\u89e3\u6c7a\u591a\u5b57\u5c11\u5b57\u554f\u984c<\/li><li>\u95be\u503c\u7684\u8a2d\u5b9a\u975e\u5e38\u96e3\u628a\u63e1\uff0c\u5982\u679c\u8a2d\u5b9a\u904e\u5927\uff0c\u9054\u4e0d\u5230\u7cfe\u932f\u6548\u679c\uff1b\u5982\u679c\u8a2d\u5b9a\u592a\u5c0f\uff0c\u9020\u6210\u5927\u91cf\u66ff\u63db\uff0c\u6709\u53ef\u80fd\u6539\u8b8a\u53e5\u5b50\u7684\u539f\u610f<\/li><li>\u6df7\u6dc6\u5b57\u5b57\u8868\u96e3\u4ee5\u5b8c\u5099<\/li><li>\u8a9e\u8a00\u6a21\u578b\u7684\u9818\u57df\u6027\u6703\u5f71\u97ff\u4fee\u6539\u7d50\u679c<\/li><li>\u9023\u7e8c\u7684\u932f\u5b57\u6703\u5927\u5e45\u63d0\u5347\u7cfe\u932f\u96e3\u5ea6<\/li><\/ol><p>\u4e00\u822c\u5de5\u696d\u505a\u6cd5\uff1a<\/p><ol><li>\u9650\u5b9a\u4e00\u500b\u4fee\u6539\u767d\u540d\u55ae\uff0c\u53ea\u5224\u65b7\u7279\u5b9a\u7684\u5b57\u8a5e\u662f\u5426\u8981\u4fee\u6539<\/li><li>\u5982\u9650\u5b9a\u53ea\u5c0d\u6240\u6709\u767c\u97f3\u70bashang wu\u7684\u7247\u6bb5\uff0c\u8a08\u7b97\u662f\u5426\u4fee\u6539\u70ba\u201c\u5546\u52d9\u201d\uff0c\u5176\u9918\u4e00\u6982\u4e0d\u505a\u8655\u7406<\/li><li>\u5c0d\u65bc\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\u800c\u8a00\uff0c\u932f\u5b57\u662f\u53ef\u4ee5\u5bb9\u5fcd\u7684\uff0c\u6240\u4ee5\u7cfe\u932f\u672c\u8eab\u7684\u91cd\u8981\u6027\u6b63\u5728\u4e0b\u964d\uff0c\u4e00\u822c\u53ea\u91dd\u5c0d\u5c55\u793a\u985e\u4efb\u52d9<\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8552d59 elementor-widget elementor-widget-heading\" data-id=\"8552d59\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u8a9e\u8a00\u6a21\u578b\u7684\u61c9\u7528 - \u6578\u4f4d\u6b78\u4e00\u5316<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f1541c elementor-widget elementor-widget-text-editor\" data-id=\"5f1541c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u6211\u5011\u5c07\u4e00\u500b\u6587\u5b57\u4e2d\u7684\u6578\u5b57\u90e8\u5206\u8f49\u63db\u6210\u5c0d\u8b80\u8005\u53cb\u5584\u7684\u6a23\u5f0f\uff0c\u5e38\u898b\u65bc\u8a9e\u8a00\u8fa8\u8b58\u7cfb\u7d71\u5f8c\uff0c\u5c55\u793a\u6587\u5b57\u6642\u4f7f\u7528\u3002<\/p><p>\u4f8b\u5982\uff1a<\/p><ul><li>\u53f2\u4e0a\u7b2c\u4e8c\u6158\uff01\u53f0\u80a1\u66b4\u8dcc\u4e03\u767e\u4e94\u5341\u4e8c\u9ede\u6536\u4e8c\u842c\u4e8c\u5343\u4e00\u767e\u4e00\u5341\u4e5d\u9ede<\/li><li>\u53f2\u4e0a\u7b2c2\u6158\uff01\u53f0\u80a1\u66b4\u8dcc 752 \u9ede\u6536 22119 \u9ede<\/li><\/ul><p>\u00a0<\/p><ol><li>\u627e\u51fa\u6578\u5b57\u5f62\u5f0f\u7b26\u5408\u898f\u7bc4\u7684\u6587\u5b57\u4f5c\u70ba\u539f\u59cb\u8a9e\u6599<\/li><li>\u7528\u6b63\u898f\u8868\u793a\u5f0f\u627e\u51fa\u6578\u5b57\u90e8\u5206\uff08\u4efb\u610f\u5f62\u5f0f\uff09<\/li><li>\u5c07\u6578\u5b57\u90e8\u5206\u4f9d\u5176\u683c\u5f0f\u66ff\u63db\u70ba &lt; \u963f\u62c9\u4f2f\u6578\u5b57 &gt;&lt; \u4e2d\u6587\u6578\u5b57 &gt;&lt; \u4e2d\u6587\u9023\u8b80&gt;\u7b49 token<\/li><li>\u4f7f\u7528\u5e36\u6709 token \u6587\u5b57\u8a13\u7df4\u8a9e\u8a00\u6a21\u578b<\/li><li>\u5c0d\u65bc\u65b0\u8f38\u5165\u7684\u6587\u5b57\uff0c\u540c\u6a23\u4f7f\u7528\u6b63\u898f\u8868\u793a\u5f0f\u627e\u5230\u6578\u5b57\u90e8\u5206\uff0c\u4e4b\u5f8c\u5206\u5225\u5e36\u5165\u5404\u500b token\uff0c\u4f7f\u7528\u8a9e\u8a00\u6a21\u578b\u8a08\u7b97\u6a5f\u7387<\/li><li>\u9078\u53d6\u6a5f\u7387\u6700\u9ad8\u7684 token \u6700\u70ba\u6700\u7d42\u6578\u5b57\u683c\u5f0f\uff0c\u4f9d\u7167\u898f\u5247\u8f49\u63db\u5f8c\u586b\u5165\u539f\u6587\u5b57<\/li><\/ol><p>\u4f8b\u53e5\uff1a<\/p><ul><li>\u4eca\u5929\u9762\u81e8\u88dc\u8dcc\u58d3\u529b\uff0c\u76e4\u4e2d\u4e00\u5ea6\u91cd\u6454\u5c07\u8fd1\u5343\u9ede\uff0c\u7d42\u5834\u632b\u8dcc\u4e03\u767e\u4e94\u5341\u4e8c\u9ede\uff0c\u4ee5\u4e8c\u842c\u4e8c\u5343\u4e00\u767e\u4e00\u5341\u4e5d\u9ede\u4f5c\u6536\uff0c\u5275\u4e0b\u53f2\u4e0a\u55ae\u65e5\u7b2c2\u5927\u8dcc\u9ede\u7d00\u9304\uff0c\u50c5\u6b21\u65bc\u4eca\u5e74\u56db\u6708\u4e00\u5341\u4e5d\u65e5\u7684\u4e03\u767e\u4e03\u5341\u56db\u9ede<\/li><li>\u4eca\u5929\u9762\u81e8\u88dc\u8dcc\u58d3\u529b\uff0c\u76e4\u4e2d\u4e00\u5ea6\u91cd\u6454\u5c07\u8fd1 <span style=\"color: #ff0000;\">&lt;\u4e2d\u6587\u6578\u5b57&gt;<\/span> \u9ede\uff0c\u7d42\u5834\u632b\u8dcc <span style=\"color: #ff0000;\">&lt;\u963f\u62c9\u4f2f\u6578\u5b57&gt;<\/span> \u9ede\uff0c\u4ee5 <span style=\"color: #ff0000;\">&lt;\u963f\u62c9\u4f2f\u6578\u5b57&gt;<\/span> \u9ede\u4f5c\u6536\uff0c\u5275\u4e0b\u53f2\u4e0a\u55ae\u65e5\u7b2c <span style=\"color: #ff0000;\">&lt;\u963f\u62c9\u4f2f\u6578\u5b57&gt;<\/span> \u5927\u8dcc\u9ede\u7d00\u9304\uff0c\u50c5\u6b21\u65bc\u4eca\u5e74 <span style=\"color: #ff0000;\">&lt;\u963f\u62c9\u4f2f\u6578\u5b57&gt;<\/span> \u6708 <span style=\"color: #ff0000;\">&lt;\u963f\u62c9\u4f2f\u6578\u5b57 &gt;<\/span>\u65e5\u7684 <span style=\"color: #ff0000;\">&lt;\u963f\u62c9\u4f2f\u6578\u5b57&gt;<\/span> \u9ede<\/li><\/ul><p>\u8a13\u7df4\u6642\uff0c\u5c07 &lt;token&gt; \u7576\u6210\u4e00\u500b\u5b57\u8a13\u7df4\u8a9e\u8a00\u6a21\u578b<br \/>\u9810\u6e2c\u6642\uff0c\u4eca\u5929\u9762\u81e8\u88dc\u8dcc\u58d3\u529b\uff0c\u76e4\u4e2d\u4e00\u5ea6\u91cd\u6454\u5c07\u8fd1\u5343\u9ede &lt;&#8211;\u539f\u53e5<br \/>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u4eca\u5929\u9762\u81e8\u88dc\u8dcc\u58d3\u529b\uff0c\u76e4\u4e2d\u4e00\u5ea6\u91cd\u6454\u5c07\u8fd1 <span style=\"color: #ff0000;\">&lt;\u4e2d\u6587\u6578\u5b57&gt;<\/span> \u9ede<br \/>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u4eca\u5929\u9762\u81e8\u88dc\u8dcc\u58d3\u529b\uff0c\u76e4\u4e2d\u4e00\u5ea6\u91cd\u6454\u5c07\u8fd1 <span style=\"color: #ff0000;\">&lt;\u963f\u62c9\u4f2f\u6578\u5b57&gt;<\/span> \u9ede \u8a9e\u8a00\u6a21\u578b\u5224\u65b7\u6700\u9ad8\u6982\u7387<br \/>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u4eca\u5929\u9762\u81e8\u88dc\u8dcc\u58d3\u529b\uff0c\u76e4\u4e2d\u4e00\u5ea6\u91cd\u6454\u5c07\u8fd1 <span style=\"color: #ff0000;\">&lt;\u4e2d\u6587\u5b57\u9023\u7e8c&gt;<\/span> \u9ede<\/p><p>\u82e5\u9700\u8981\u8f49\u5316\u683c\u5f0f\u5247\u901a\u904e\u898f\u5247\u5b8c\u6210\uff0c\u6a21\u578b\u53ea\u7528\u5230\u5224\u65b7\u4f5c\u7528<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c6e6a74 elementor-widget elementor-widget-heading\" data-id=\"c6e6a74\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u8a9e\u8a00\u6a21\u578b\u7684\u61c9\u7528 - \u6587\u5b57\u6253\u6a19<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3db5513 elementor-widget elementor-widget-text-editor\" data-id=\"3db5513\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u7d66\u6587\u5b57\u6dfb\u52a0\u6a19\u9ede\u6216\u662f\u8a9e\u6c23\u505c\u9813<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-78b4ef6 elementor-widget elementor-widget-image\" data-id=\"78b4ef6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"150\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/text-marking.jpg\" class=\"attachment-full size-full wp-image-9423\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/text-marking.jpg 1000w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/text-marking-300x45.jpg 300w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/07\/text-marking-768x115.jpg 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" title=\"\u6587\u5b57\u6253\u6a19 - TAKI\u5b98\u65b9\u90e8\u843d\u683c\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c545ed elementor-widget elementor-widget-text-editor\" data-id=\"2c545ed\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u9019\u53ef\u4ee5\u7406\u89e3\u5fae\u4e00\u7a2e\u7c97\u7c92\u5ea6\u7684\u5206\u8a5e\uff0c\u5e38\u7528\u65bc\u4e00\u7a2e\u8a9e\u97f3\u5408\u6210\u4efb\u52d9\u4e2d\uff0c\u8f14\u52a9\u505a\u51fa\u767c\u97f3\u7684\u505c\u9813\uff0c\u6211\u5011\u9700\u8981\u6709\u6a19\u8a3b\u6578\u64da\u6240\u4ee5\u5728\u505c\u9813\u8655\u4e2d\u52a0\u5165 token\uff1a&lt;s&gt;<\/p><p>\u4f8b\u5982\uff1a<\/p><p>\u6211\u6700\u8fd1&lt;s&gt;\u62bd\u4e86\u4e00\u9ede\u6642\u9593&lt;s&gt;\u8b80\u4e86\u4e00\u672c&lt;s&gt;\u95dc\u65bc\u99ac\u723e\u53ef\u592b\u751f\u5e73&lt;s&gt;\u7684\u66f8<\/p><p>\u5e36 token \u8a13\u7df4\u8a9e\u8a00\u6a21\u578b\u3002<\/p><p>\u9810\u6e2c\u904e\u7a0b\uff1a<\/p><p>\u9078\u5b9a\u4e00\u500b\u7a97\u53e3\u9577\u5ea6\uff0c\u9996\u5148\u9810\u6e2c\u7b2c\u4e00\u6b21\u505c\u9813\u4f4d\u7f6e\u3002<\/p><ul><li>\u6211&lt;s&gt;\u6700\u8fd1\u62bd\u4e86\u4e00\u9ede\u6642\u9593\u00a0 ppl\uff1a10<\/li><li>\u6211\u6700&lt;s&gt;\u8fd1\u62bd\u4e86\u4e00\u9ede\u6642\u9593\u00a0 ppl\uff1a20<\/li><li>\u6211\u6700\u8fd1&lt;s&gt;\u62bd\u4e86\u4e00\u9ede\u6642\u9593\u00a0 ppl\uff1a5\u00a0 \u00a0 \u00a0&lt;- \u9078\u64c7\u6b64\u8655\u4f5c\u70ba\u7b2c\u4e00\u6b21\u505c\u9813<\/li><li>&#8230;<\/li><li>\u4e4b\u5f8c\u5f9e&#8221;\u62bd\u4e86\u4e00\u9ede\u6642\u9593&#8221;\u958b\u59cb\u5411\u5f8c\u91cd\u8907\u6b64\u904e\u7a0b<\/li><\/ul><p>\u8cea\u70ba\u5e8f\u5217\u6a19\u8a3b\u4efb\u52d9\u53ef\u4ee5\u4f9d\u7167\u985e\u4f3c\u65b9\u5f0f\uff0c\u8655\u7406\u5206\u8a5e\u3001\u6587\u5b57\u52a0\u6a19\u9ede\u3001\u6587\u5b57\u6bb5\u843d\u5207\u5206\u7b49\u4efb\u52d9\uff0c\u5206\u8a5e\u6216\u5207\u5206\u6bb5\u843d\u53ea\u9700\u8981\u4e00\u7a2e token\uff1b\u6253\u6a19\u9ede\u6642\uff0c\u53ef\u4ee5\u7528\u591a\u7a2e\u5206\u9694 token\uff0c\u4ee3\u8868\u4e0d\u540c\u6a19\u9ede\u3002<\/p><p>\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2b327c6 elementor-widget elementor-widget-heading\" data-id=\"2b327c6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u7e3d\u7d50<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-30c5d0b elementor-widget elementor-widget-text-editor\" data-id=\"30c5d0b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u8a9e\u8a00\u6a21\u578b\u7684\u6838\u5fc3\u80fd\u529b\u662f\u8a08\u7b97\u6210\u53e5\u6a5f\u7387\uff0c\u4f9d\u8cf4\u9019\u9805\u80fd\u529b\uff0c\u53ef\u4ee5\u5b8c\u6210\u5927\u91cf\u4e0d\u540c\u985e\u578b\u7684 NLP \u4efb\u52d9\u3002<\/p><p>\u57fa\u65bc\u7d71\u8a08\u7684\u8a9e\u8a00\u6a21\u578b\u548c\u57fa\u65bc\u795e\u7d93\u7db2\u8def\u7684\u8a9e\u8a00\u6a21\u578b\u5404\u6709\u4f7f\u7528\u7684\u5834\u666f\uff0c\u5927\u9ad4\u4e0a\u8b1b\uff0c\u57fa\u65bc\u7d71\u8a08\u7684\u6a21\u578b\u512a\u52e2\u5728\u65bc\u89e3\u78bc\u901f\u5ea6\uff0c\u800c\u795e\u7d93\u7db2\u8def\u7684\u6a21\u578b\u901a\u5e38\u6548\u679c\u66f4\u597d\u3002<\/p><p>\u55ae\u7d14\u900f\u904e PPL \u8a55\u4f30\u8a9e\u8a00\u6a21\u578b\u662f\u6709\u9650\u5236\u7684\uff0c\u900f\u904e\u4e0b\u6e38\u4efb\u52d9\u6548\u679c\u9032\u884c\u6574\u9ad4\u8a55\u4f30\u8f03\u597d\u3002<\/p><p>\u6df1\u5165\u7684\u7406\u89e3\u4e00\u7a2e\u6f14\u7b97\u6cd5\uff0c\u6709\u52a9\u65bc\u767c\u73fe\u66f4\u591a\u7684\u61c9\u7528\u65b9\u5f0f\u3002<\/p><p>\u770b\u4f3c\u7c21\u55ae\uff08\u751a\u81f3\u932f\u8aa4\uff09\u7684\u5047\u8a2d\uff0c\u4e5f\u80fd\u5e36\u4f86\u6709\u610f\u7fa9\u7684\u7d50\u679c\uff0c\u4e8b\u5be6\u4e0a\uff0c\u9019\u662f\u7c21\u5316\u554f\u984c\u7684\u5e38\u898b\u65b9\u5f0f\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7aac189 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7aac189\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-f146780\" data-id=\"f146780\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-edb76ec elementor-widget elementor-widget-heading\" data-id=\"edb76ec\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">RTX - 3090 GPU \u4e3b\u6a5f<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69284ee elementor-widget elementor-widget-text-editor\" data-id=\"69284ee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u8996\u983b\u6e32\u67d3\u3001\u79d1\u5b78\u6a21\u64ec\u548c\u6a5f\u5668\u5b78\u7fd2<br \/><strong style=\"color: #c00;\">\u652f\u63f4 DeepSeek-R1 32B<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f7ee6ae elementor-widget elementor-widget-heading\" data-id=\"f7ee6ae\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">\u5be6\u4f8b<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-96fc2c1 elementor-widget elementor-widget-heading\" data-id=\"96fc2c1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">8\u5361 NVIDIA RTX-4090 24G<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-24b6ea8 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"24b6ea8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e3f3f4a elementor-widget elementor-widget-heading\" data-id=\"e3f3f4a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u6578\u91cf<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f9cc987 elementor-widget elementor-widget-heading\" data-id=\"f9cc987\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">1<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fbc403c elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"fbc403c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0eadfc1 elementor-widget elementor-widget-heading\" data-id=\"0eadfc1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\"><strong>\u5168\u53f0\u552f\u4e00\u63d0\u4f9b\u9ad8\u968e AI \/ GPU \u4e3b\u6a5f\u79df\u7528<\/strong><\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-680c253 elementor-widget elementor-widget-heading\" data-id=\"680c253\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\"><strong style=\"color: #c00\">\u50f9\u683c\u6bba\u5f88\u5927 \/ \u91cf\u5927\u53ef\u8ac7 <\/strong><\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4a46325 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"4a46325\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/gpu-dedicated-server\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">\u4e86\u89e3\u66f4\u591a<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-0ae9183\" data-id=\"0ae9183\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-37f1d41 elementor-widget elementor-widget-heading\" data-id=\"37f1d41\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">RTX - 4090 GPU \u4e3b\u6a5f<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-066e9c7 elementor-widget elementor-widget-text-editor\" data-id=\"066e9c7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u8996\u983b\u6e32\u67d3\u3001\u79d1\u5b78\u6a21\u64ec\u548c\u6a5f\u5668\u5b78\u7fd2<br \/><strong style=\"color: #c00;\">\u652f\u63f4 DeepSeek-R1 70B<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0153046 elementor-widget elementor-widget-heading\" data-id=\"0153046\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">\u5be6\u4f8b<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b302436 elementor-widget elementor-widget-heading\" data-id=\"b302436\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">8\u5361 NVIDIA RTX-4090 24G<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-22e7192 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"22e7192\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d8ad429 elementor-widget elementor-widget-heading\" data-id=\"d8ad429\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u6578\u91cf  <strong style=\"color: #C00\">\u5eab\u5b58\u7dca\u5f35\uff0c\u6b32\u79df\u5f9e\u901f<\/strong><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1d2f31c elementor-widget elementor-widget-heading\" data-id=\"1d2f31c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">1<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f08d166 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"f08d166\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b10f16 elementor-widget elementor-widget-heading\" data-id=\"5b10f16\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\"><strong>\u5168\u53f0\u552f\u4e00\u63d0\u4f9b\u9ad8\u968e AI \/ GPU \u4e3b\u6a5f\u79df\u7528<\/strong><\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d465fcf elementor-widget elementor-widget-heading\" data-id=\"d465fcf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\"><strong style=\"color: #c00\">\u50f9\u683c\u6bba\u5f88\u5927 \/ \u91cf\u5927\u53ef\u8ac7 <\/strong><\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e93d1cc elementor-align-center elementor-widget elementor-widget-button\" data-id=\"e93d1cc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/gpu-dedicated-server\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">\u4e86\u89e3\u66f4\u591a<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-71aaac9\" data-id=\"71aaac9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7aeb6dc elementor-widget elementor-widget-heading\" data-id=\"7aeb6dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">HGX H100 GPU \u4e3b\u6a5f<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-335fd27 elementor-widget elementor-widget-text-editor\" data-id=\"335fd27\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u539f\u50f9 <em><span style=\"color: #c00;\"><strong><del>499,999<\/del><\/strong><\/span><\/em>\u5143\/\u6708 \u7279\u60e0\u50f9 <em><span style=\"text-decoration: underline;\"><strong><span style=\"color: #c00; text-decoration: underline;\">450,000<\/span><\/strong><\/span><\/em>\u5143\/\u6708<br \/><span style=\"color: #c00;\"><strong>\u652f\u63f4 DeepSeek-R1 671B \u6eff\u8840\u7248<\/strong><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3ec1fee elementor-widget elementor-widget-heading\" data-id=\"3ec1fee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">\u5be6\u4f8b<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8dd9f10 elementor-widget elementor-widget-heading\" data-id=\"8dd9f10\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">8\u9846 NVIDIA HGX H100 80G<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cdac46f elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"cdac46f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ac3929d elementor-widget elementor-widget-heading\" data-id=\"ac3929d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u6578\u91cf <\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dc6d257 elementor-widget elementor-widget-heading\" data-id=\"dc6d257\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">1<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc73bb1 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"fc73bb1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-482e18d elementor-widget elementor-widget-heading\" data-id=\"482e18d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\"><strong>\u5168\u53f0\u552f\u4e00\u63d0\u4f9b\u9ad8\u968e AI \/ GPU \u4e3b\u6a5f\u79df\u7528<\/strong><\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cacfdef elementor-widget elementor-widget-heading\" data-id=\"cacfdef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\"><strong style=\"color: #c00\">\u50f9\u683c\u6bba\u5f88\u5927 \/ \u91cf\u5927\u53ef\u8ac7 <\/strong><\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f93116f elementor-align-center elementor-widget elementor-widget-button\" data-id=\"f93116f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/gpu-dedicated-server\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">\u4e86\u89e3\u66f4\u591a<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-484deab elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"484deab\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b11ef1b\" data-id=\"b11ef1b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a5fb98b elementor-widget elementor-widget-shortcode\" data-id=\"a5fb98b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div data-elementor-type=\"section\" data-elementor-id=\"9718\" class=\"elementor elementor-9718\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-39e4b440 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"39e4b440\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-548775ff\" data-id=\"548775ff\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-76eba21a elementor-widget elementor-widget-image\" data-id=\"76eba21a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"\/cloud-hosting\/\" target=\"_blank\" data-ga_label=\"\u90e8\u843d\u683c\u6587\u7ae0\u5167\u9801\" data-ga_event=\"TAKI Cloud \u96f2\u7aef\u4e3b\u6a5f \u53ea\u8981470\u5143\u8d77\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"2501\" height=\"1309\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2023\/11\/TAKI_Cloud_Server_index-2.jpg\" class=\"attachment-full size-full wp-image-8769\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2023\/11\/TAKI_Cloud_Server_index-2.jpg.webp 2501w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2023\/11\/TAKI_Cloud_Server_index-2-300x157.jpg.webp 300w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2023\/11\/TAKI_Cloud_Server_index-2-1024x536.jpg.webp 1024w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2023\/11\/TAKI_Cloud_Server_index-2-768x402.jpg.webp 768w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2023\/11\/TAKI_Cloud_Server_index-2-1536x804.jpg.webp 1536w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2023\/11\/TAKI_Cloud_Server_index-2-2048x1072.jpg.webp 2048w\" sizes=\"(max-width: 2501px) 100vw, 2501px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">TAKI Cloud \u96f2\u7aef\u4e3b\u6a5f \u53ea\u8981470\u5143\u8d77<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-291ae330\" data-id=\"291ae330\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-191a3600 elementor-widget elementor-widget-image\" data-id=\"191a3600\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"\/gpu-server-service\/\" target=\"_blank\" data-ga_label=\"\u90e8\u843d\u683c\u6587\u7ae0\u5167\u9801\" data-ga_event=\"TAKI GPU \u96f2\u7aef\u4e3b\u6a5f \u53ea\u89816\" 0=\"\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"2501\" height=\"1309\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2023\/11\/TAKI_GPU_Cloud_Server.jpg\" class=\"attachment-full size-full wp-image-8770\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2023\/11\/TAKI_GPU_Cloud_Server.jpg.webp 2501w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2023\/11\/TAKI_GPU_Cloud_Server-300x157.jpg.webp 300w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2023\/11\/TAKI_GPU_Cloud_Server-1024x536.jpg.webp 1024w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2023\/11\/TAKI_GPU_Cloud_Server-768x402.jpg.webp 768w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2023\/11\/TAKI_GPU_Cloud_Server-1536x804.jpg.webp 1536w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2023\/11\/TAKI_GPU_Cloud_Server-2048x1072.jpg.webp 2048w\" sizes=\"(max-width: 2501px) 100vw, 2501px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">TAKI GPU \u96f2\u7aef\u4e3b\u6a5f \u53ea\u89816,163\u5143\u8d77<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-2d75a9f3\" data-id=\"2d75a9f3\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c3f6efa elementor-widget elementor-widget-image\" data-id=\"c3f6efa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"\/gpu-dedicated-server\/\" target=\"_blank\" data-ga_label=\"\u90e8\u843d\u683c\u6587\u7ae0\u5167\u9801\" data-ga_event=\"TAAI 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2501px) 100vw, 2501px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">TAAI \u4eba\u5de5\u667a\u6167 GPU \u4e3b\u6a5f \u53ea\u89817,350\u5143\u8d77<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u8a9e\u8a00\u6a21\u578b 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